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Which of the following is the correct syntax to fit a model using scipy.optimize.curve_fit?

easy📝 Syntax Q3 of 15
SciPy - Curve Fitting and Regression
Which of the following is the correct syntax to fit a model using scipy.optimize.curve_fit?
Acurve_fit(model_func, ydata, xdata) = popt
Bpopt, pcov = curve_fit(model_func, xdata, ydata)
Cpopt = curve_fit(xdata, ydata, model_func)
Dcurve_fit = popt(model_func, xdata, ydata)
Step-by-Step Solution
Solution:
  1. Step 1: Recall correct function usage

    The function curve_fit returns two outputs: parameters and covariance, called as popt, pcov = curve_fit(model_func, xdata, ydata).
  2. Step 2: Check argument order and assignment

    The model function is first, then xdata and ydata; assignment is to two variables, not reversed or misordered.
  3. Final Answer:

    popt, pcov = curve_fit(model_func, xdata, ydata) -> Option B
  4. Quick Check:

    Correct syntax = D [OK]
Quick Trick: curve_fit returns parameters, covariance in that order [OK]
Common Mistakes:
  • Swapping xdata and ydata arguments
  • Assigning curve_fit call incorrectly
  • Misplacing model function argument

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